Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Enrollment, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134798	ENR	Marcus T Woods	1949-10-11	UHC-83570-44	3396884783	540 Desert Sky Blvd, Scottsdale, AZ, 85233	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139125	ENR	Cynthia Bowman	1939-03-23	UHC-47047-03	4404507473	9189 Elm St, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129771	ENR	Willie Q Delgado	1965-09-16	UHC-47830-16	7688920673	2592 Sunset Blvd, Charlotte, NC, 28257	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138384	ENR	Lucia P Ellis	1973-09-15	UHC-81593-46	9297806190	1316 Sage Ct, Chandler, AZ, 85252	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112538	ENR	Contreras B William	1945-06-20	UHC-96643-27	4377029005	7569 Ocean Ave, Scottsdale, AZ, 85225	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106492	ENR	Janice U Ferguson	1969-07-25	UHC-35301-41	7836978962	3531 Ridge Rd, Miami, FL, 33113	0.64	Phone reformatted SSN last four extracted State name converted to code Email lower-cased+2 more
ENR-102873	ENR	Charlotte W Alvarez	1978-04-04	UHC-27907-28	2463806005	5621 Pine Dr, Sacramento, CA, 95827	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139601	ENR	Helen Y Luuna	1958-10-25	UHC-66060-06	7672719500	5385 Mountain View Dr, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-108074	ENR	Donna Diiaz	1997-08-21	UHC-14269-08	9388890393	1140 Elm St Apt 38, Miami, FL, 33115	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-106047	ENR	Sera Grannt	1940-11-27	UHC-49131-62	8536737571	5360 Spring St, Denver, CO, 80288	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-136702	ENR	Randy Anderson	1961-08-19	UHC-40734-95	2453454586	8534 Union St, Tampa, FL, 33645	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-108453	ENR	Priya Stone	1946-06-10	UHC-32131-64	9712230293	8768 Bayshore Dr, Eden Prairie, MN, 55373	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113522	ENR	Jasno N Wagner	2006-07-13	UHC-81077-69	2504925722	245 Elm St, San Antonio, TX, 78217	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-138033	ENR	Henry Hoffman	2006-10-11	UHC-43838-09	5487211678	6294 Spring St, Mesa, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-105040	ENR	Janet G Peterson	1944-10-01	UHC-85667-88	6024639499	5242 Harbor Blvd, Minneapolis, MN, 55430	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-142314	ENR	Nicole Coleman	1951-12-17	UHC-99920-82	5675448071	4557 Ridge Rd, Scottsdale, AZ, 85234	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-139645	ENR	Julia R Hanson	2007-05-01	UHC-74657-99	3277539320	6216 Lincoln Way, Minneapolis, MN, 55479	0.64	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+2 more
ENR-103975	ENR	Jesse Gordon	1967-07-08	UHC-42536-05	2642522103	4006 Forest Ave, Nashville, TN, 37258	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-139773	ENR	Jon J Thompson	1998-06-14	UHC-64805-11	9295160094	1536 Washington St, San Diego, CA, 92157	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108417	ENR	Jack E Contreras	1981-12-13	UHC-94998-09	2702952794	3703 Pine Dr Apt 28, Atlanta, GA, 30314	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-122521	ENR	Jerry A Thompson	1999-10-16	UHC-09925-69	3374655040	3270 Ocean Ave # 634, Jacksonville, FL, 32246	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-137878	ENR	Amber Sandoval	1965-06-05	UHC-51743-96	3339483396	6060 Sunset Blvd, Fresno, CA, 93764	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117819	ENR	Tyler M Medina	1990-10-01	UHC-89806-73	2347890945	3212 Grand Ave, Mesa, AZ, 85282	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-140686	ENR	Stephanie Berry	1985-10-04	UHC-59549-90	3814564568	5678 Union St, Scottsdale, AZ, 85207	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-108777	ENR	Anna Adams	2003-09-24	UHC-72517-80	6932030709	504 Ridge Rd, Minneapolis, MN, 55488	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132795	ENR	Palu G Luna	—	UHC-71549-96	9529945118	9143 Union St, Glendale, AZ, 85333	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-122341	ENR	Pamela Hill	1982-04-20	UHC-35732-33	9024253001	6733 Hillcrest Rd, Charlotte, NC	0.64	Name re-cased Phone reformatted SSN last four extracted ZIP missing+2 more
ENR-116697	ENR	Donald Stephens	1972-04-02	UHC-75807-90	3615036600	4324 Market St, Seattle, WA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132748	ENR	Doris Nguyen	1987-05-23	UHC-88200-92	8156584722	5958 Church St, Seattle, WA, 98170	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-116222	ENR	Keith K McDonald	1941-01-01	UHC-82124-06	4165913789	1076 Apache Blvd, Sacramento, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139359	ENR	Theresa J Larson	1990-09-02	UHC-37103-24	9294128278	2845 Central Ave, Fresno, CA, 93773	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141018	ENR	Nicholas Holmes	1951-03-17	UHC-73414-91	9767401116	6938 Bayshore Dr # 941, Eden Prairie, MN, 55373	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120141	ENR	Justin Perkins	1960-04-24	UHC-11422-31	4476065628	4260 Market St, Fresno, CA, 93714	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-118822	ENR	Ann Y Castro	1950-02-10	UHC-97459-85	2719396201	9658 Willow Ct, Denver, CO, 80246	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122822	ENR	Eric U Daniels	1979-07-24	UHC-60880-20	9567352427	5333 Indian School Rd, Plano, TX, 75088	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135148	ENR	Ralph Park	1955-07-07	UHC-66680-80	6384418156	6166 Camelback Rd, Nashville, TN, 37250	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115511	ENR	Joe Young	1970-04-15	UHC-47202-94	4936769926	6460 Grand Ave # 673, Sacramento, CA	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP missing+2 more
ENR-135777	ENR	Kelly F Guzzman	1953-06-04	UHC-32090-31	4833704606	337 Church St # 300, Fresno, CA, 93721	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-141530	ENR	Samantha R Meyer	1994-09-03	UHC-62039-46	4275526247	5138 Market St, Tucson, AZ, 85774	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101322	ENR	Luis B Fernandez	2003-04-11	UHC-36488-55	5664688349	604 Lake View Rd, Scottsdale, AZ, 85251	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-105237	ENR	Sean Z Hart	1960-08-15	UHC-92413-97	2397133489	5299 Lake View Rd, Eden Prairie, MN, 55364	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122777	ENR	Shirley Patterson	1946-10-07	UHC-26027-63	8335366506	9287 Maple Ave, San Antonio, TX, 78286	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118478	ENR	Mateo Singh	1954-05-17	UHC-58469-79	7512856743	739 Harbor Blvd, Charlotte, NC	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-108804	ENR	Joseph Schultz	1955-04-28	UHC-56387-51	9543192616	8741 Hillcrest Rd, Seattle, WA, 98142	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-102327	ENR	Bobby P Kelly	1975-04-25	UHC-98988-55	3875832552	7032 Mesa Dr, Plano, TX, 75090	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-122438	ENR	Cynthia G Wells	1959-08-17	UHC-58875-36	6892883120	4680 Desert Sky Blvd, Eden Prairie, MN, 55352	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102591	ENR	Andrew J Munoz	1991-03-07	UHC-13020-18	8024952729	5572 Ridge Rd, Orlando, FL, 32811	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-121915	ENR	Nathan Ried	2008-12-27	UHC-64789-70	7248086884	7259 Mesa Dr, Glendale, AZ, 85373	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101607	ENR	Frances S Espinoza	1952-10-13	UHC-41544-16	5162286927	3576 Highland Ave, Dallas, TX, 75226	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115858	ENR	Juan A Garcia	1984-04-24	UHC-22964-09	8295068162	3436 Lake View Rd, Plano, TX, 75042	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more

28,181 rows, page 154 of 564Previous Next